{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# numpy数组创建习题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 1. 按要求补全代码，创建一个全0一个全1的数组](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#9uKxU7GBRL7PWSt6QiQxBp) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "x0 shape: (2, 5)\n",
      "x0 ontent:\n",
      "[[0 0 0 0 0]\n",
      " [0 0 0 0 0]]\n",
      "x1 shape: (5, 2)\n",
      "x1 content；\n",
      "[[1 1]\n",
      " [1 1]\n",
      " [1 1]\n",
      " [1 1]\n",
      " [1 1]]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# 引入numpy数组\n",
    "import numpy as np\n",
    "# 构建 2行 5列 整型 numpy 全1数组 x0\n",
    "x0 = np.zeros((2,5), dtype=int)\n",
    "# 构建 5行 2列 整型 numpy 全0数组 x1\n",
    "x1 = np.ones((5,2), dtype=int)\n",
    "# 构建结果多行字符串\n",
    "# 针对x0,x1打印其结构和完整内容\n",
    "info = f'''\n",
    "x0 shape: {x0.shape}\n",
    "x0 ontent:\n",
    "{x0}\n",
    "x1 shape: {x1.shape}\n",
    "x1 content；\n",
    "{x1}\n",
    "'''\n",
    "# 打印字符串内容\n",
    "print(info)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### [Numpy数组创建: 2. 构建对角线矩阵并绘制出其对应的图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#3oRvXdVsrXPkTGvRAiYcFs) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EAGQVW/wgE3RCAAA3hBAAwA0hBABww5oQgAnFGhFuhE4IAOCGEAIAuCGEAABuWBMCcEfxGghci04IAOCGEAIAuOF2HABXvAaisNEJAQDcEEIAADeEEADADWtCAHIGW/wUHjohAIAbQggA4IYQAgC4YU0IQM5ii5/Jj04IAOCGEAIAuOF2HIC8wRY/kw+dEADADSEEAHBDCAEA3LAmBCAvscXP5EAnBABwQwgBANwQQgAAN6wJAZgU2OInP9EJAQDcEEIAADfcjgMwKbHFT36gEwIAuCGEAABuCCEAgBvWhABMemzxk7vohAAAbgghAIAbQggA4IY1IQAFhzWi3EEnBABwQwgBANwQQgAAN6wJASh4vAbCD50QAMANIQQAcMPtOAAYgddA3Dl0QgAAN4QQAMBNRiF0+fJlvfbaa6qqqlJJSYmqq6u1bds2pVKp8Boz09atW1VZWamSkhItXbpUvb29WR84AGASsAy8/vrrNmPGDHv//fetr6/P3nnnHbvnnnvsjTfeCK9pa2uz0tJSe/fdd62np8dWrFhhFRUVlkwmx/U9giAwSRRFUTlZI3mPJ5crCIKb/szPKISWL19uL7zwQtqxp59+2lauXGlmZqlUyuLxuLW1tYXnh4aGLBaL2b59+8b8zKGhIQuCIKxEIuE+cRRFUdcrQmj8NZ4Qyuh23OLFi/XBBx/o7NmzkqTPPvtMx48f15NPPilJ6uvrU39/vxobG8OviUajamhoUFdX15if2draqlgsFtacOXMyGRIAII9l9Ij2xo0bFQSBampqNHXqVF25ckXbt29XU1OTJKm/v1+SVF5envZ15eXlOnfu3JifuXnzZq1fvz7892QySRABQIHIKISOHDmiQ4cO6e2339aDDz6o7u5utbS0qLKyUqtXrw6vG2sLjOs9Wx+NRhWNRm9h6ABw57HFT3ZlFEKvvPKKNm3apGeffVaS9NBDD+ncuXNqbW3V6tWrFY/HJV3tiCoqKsKvGxgYGNUdAQCQ0ZrQxYsXNWVK+pdMnTo1fES7qqpK8XhcHR0d4fnh4WF1dnaqvr4+C8MFAEwq4382zmz16tV23333hY9ot7e328yZM23Dhg3hNW1tbRaLxay9vd16enqsqamJR7QpiiqIGsl7PN6V9Ue0k8mkNTc329y5c624uNiqq6vt1VdftUuXLoXXpFIp27Jli8XjcYtGo7ZkyRLr6ekZ9/cghCiKytca9QM2B8bkWeMJoch3E5UzksmkYrGY9zAAIGMjf5wW+oMKQRCorKzshtewdxwAwA2vcgCALLnR49tjnQedEADAESEEAHBDCAEA3LAmBAAThC1+bo5OCADghhACALjhdhwA3CHX3oLj8e2r6IQAAG4IIQCAG0IIAOCGNSEAcMAWP1fRCQEA3BBCAAA3hBAAwA1rQgCQAwp1jYhOCADghhACALghhAAAblgTAoAcVCivgaATAgC4IYQAAG64HQcAeWCyvgaCTggA4IYQAgC4IYQAAG5YEwKAPDOZtvihEwIAuCGEAABuCCEAgBvWhAAgz+XzFj90QgAAN4QQAMANt+MAYJLJpy1+6IQAAG4IIQCAG0IIAOCGNSEAmMRyfYsfOiEAgBtCCADghhACALhhTQgACkiubfFDJwQAcEMIAQDccDsOAAqY9xY/dEIAADeEEADADSEEAHDDmhAAQJLPFj90QgAAN4QQAMANIQQAcMOaEABgTHdijYhOCADghhACALghhAAAblgTAgCMy0S8BoJOCADghhACALghhAAAtyQSiYRlZmEFQTDuzyCEAABuCCEAgJucezpu5G/kAgByXzKZHPXP4/l5nnMhNDg46D0EAECGYrHYqGODg4NjHr9WxHKs9UilUvr6669lZpo7d64SiYTKysq8h5Wzksmk5syZwzzdBPM0PszT+DBPN2ZmGhwcVGVlpaZMufGqT851QlOmTNHs2bPDdq6srIw/5HFgnsaHeRof5ml8mKfru1kH9D0eTAAAuCGEAABucjaEotGotmzZomg06j2UnMY8jQ/zND7M0/gwT9mTcw8mAAAKR852QgCAyY8QAgC4IYQAAG4IIQCAG0IIAOAmZ0Noz549qqqqUnFxsRYuXKhPPvnEe0huWltb9eijj6q0tFSzZs3SU089pTNnzqRdY2baunWrKisrVVJSoqVLl6q3t9dpxLmhtbVVkUhELS0t4THm6aqvvvpKK1eu1IwZMzRt2jQ98sgjOnXqVHieeZIuX76s1157TVVVVSopKVF1dbW2bdumVCoVXsM8ZYHloMOHD9tdd91lBw4csNOnT1tzc7NNnz7dzp075z00Fz/96U/t4MGD9ve//926u7tt+fLlNnfuXPvPf/4TXtPW1malpaX27rvvWk9Pj61YscIqKiosmUw6jtzPiRMn7Ic//KE9/PDD1tzcHB5nnsz+/e9/27x58+wXv/iF/e1vf7O+vj77y1/+Yv/4xz/Ca5gns9dff91mzJhh77//vvX19dk777xj99xzj73xxhvhNczT7cvJEHrsscdszZo1acdqamps06ZNTiPKLQMDAybJOjs7zcwslUpZPB63tra28JqhoSGLxWK2b98+r2G6GRwctPnz51tHR4c1NDSEIcQ8XbVx40ZbvHjxdc8zT1ctX77cXnjhhbRjTz/9tK1cudLMmKdsybnbccPDwzp16pQaGxvTjjc2Nqqrq8tpVLnl+1fn3nvvvZKkvr4+9ff3p81ZNBpVQ0NDQc7Z2rVrtXz5cj3xxBNpx5mnq44ePaq6ujo988wzmjVrlhYsWKADBw6E55mnqxYvXqwPPvhAZ8+elSR99tlnOn78uJ588klJzFO25Nwu2t98842uXLmi8vLytOPl5eXq7+93GlXuMDOtX79eixcvVm1trSSF8zLWnJ07d+6Oj9HT4cOH9emnn+rkyZOjzjFPV3355Zfau3ev1q9fr1//+tc6ceKEXn75ZUWjUa1atYp5+s7GjRsVBIFqamo0depUXblyRdu3b1dTU5Mk/j5lS86F0PcikUjav5vZqGOFaN26dfr88891/PjxUecKfc4SiYSam5t17NgxFRcXX/e6Qp+nVCqluro67dixQ5K0YMEC9fb2au/evVq1alV4XaHP05EjR3To0CG9/fbbevDBB9Xd3a2WlhZVVlZq9erV4XWFPk+3K+dux82cOVNTp04d1fUMDAyM+j+OQvPSSy/p6NGj+uijjzR79uzweDwel6SCn7NTp05pYGBACxcuVFFRkYqKitTZ2ak333xTRUVF4VwU+jxVVFTogQceSDt2//336/z585L4+/S9V155RZs2bdKzzz6rhx56SM8//7x+9atfqbW1VRLzlC05F0J33323Fi5cqI6OjrTjHR0dqq+vdxqVLzPTunXr1N7erg8//FBVVVVp56uqqhSPx9PmbHh4WJ2dnQU1Z48//rh6enrU3d0dVl1dnZ577jl1d3erurqaeZK0aNGiUY/4nz17VvPmzZPE36fvXbx4cdRbQadOnRo+os08ZYnjQxHX9f0j2r///e/t9OnT1tLSYtOnT7d//vOf3kNz8eKLL1osFrOPP/7YLly4ENbFixfDa9ra2iwWi1l7e7v19PRYU1MTj4qapT0dZ8Y8mV19fL2oqMi2b99uX3zxhb311ls2bdo0O3ToUHgN82S2evVqu++++8JHtNvb223mzJm2YcOG8Brm6fblZAiZmf32t7+1efPm2d13320/+tGPwseRC5GkMevgwYPhNalUyrZs2WLxeNyi0agtWbLEenp6/AadI0aGEPN01XvvvWe1tbUWjUatpqbG9u/fn3aeeTJLJpPW3Nxsc+fOteLiYquurrZXX33VLl26FF7DPN0+3icEAHCTc2tCAIDCQQgBANwQQgAAN4QQAMANIQQAcEMIAQDcEEIAADeEEADADSEEAHBDCAEA3BBCAAA3/we3MQKieRkwpQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 构建一个 100*100 的对角线为1其余为0的numpy数组\n",
    "x = np.eye(100)\n",
    "# 用plt绘制x对应的图像, 色彩模式为: 灰白，并显示出来\n",
    "plt.imshow(x,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 3. 绘制等差数列对应图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#q8mJrLJQ8Qs9obuB4EpctU) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  0   5  10  15  20  25  30  35  40  45  50  55  60  65  70  75  80  85\n",
      "  90  95 100 105 110 115 120 125 130 135 140 145 150 155 160 165 170 175\n",
      " 180 185 190 195 200 205 210 215 220 225 230 235 240 245 250 255]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAAdCAYAAAA3mG+VAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/NK7nSAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAA1ElEQVR4nO3cOw7CMBQAwRgluf+NzRGwEGCknamt5/yKlYuMOec8AICsx+4LAAD2EgMAECcGACBODABAnBgAgDgxAABxYgAA4sQAAMSdqwvHGEvrruv6yJrKrPN8/Qru+16a9et73LFn4bn+66wdexZmrXyrx7H2vXrfZr3LyQAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFiAADixAAAxC3/gXDO+c3rAAA2cTIAAHFiAADixAAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFP5IIKNza7zIcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "import numpy as np\n",
    "# 生成等差数列numpy数组，0≤范围≤255，步长: 5\n",
    "# 打印数组内容\n",
    "x = np.arange(0,256,5)\n",
    "print(x)\n",
    "# 用plt绘制x对应的图像\n",
    "# 注意: x 为一维列表无法显示成图像,所以要把x转化为一个二维列表: [x]即可\n",
    "plt.imshow([x],cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 4. 绘制两种随机量对应的折线图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#sbEzwddvqqELZExFom79p2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 生成[0,50]范围内100个数字\n",
    "x = np.linspace(0,50,100)\n",
    "# 生成100个标准正态分布的随机数数组\n",
    "y1 = np.random.randn(100)\n",
    "# 生成100个[0, 1)区间内的均匀分布的随机数\n",
    "y2 = np.random.rand(100)\n",
    "# 把两个随机数叠加绘制出来\n",
    "y = y1 + y2\n",
    "plt.plot(x,y)\n",
    "plt.plot(x,y2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 5. 绘制随机噪点图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#biU9r2mwmG77qYsHs1MUeE) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 绘制100*100的随机整数numpy数组\n",
    "# 每一个整数的范围是: [0,255]\n",
    "x = np.random.randint(0,256,(100,100))\n",
    "# 显示出来\n",
    "plt.imshow(x,vmin=0,vmax=255,cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 6. 给局部狗图添加噪音](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#gQZCXSkJ2SkxYtC8zuEeom) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 引入合适的模块\n",
    "import cv2\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "# 用opencv读取 dog.jpg 的灰度图形式\n",
    "img = cv2.imread(\"dog.jpg\",0)\n",
    "# 截取图像的 高[500,1100) 宽[100:600)部分\n",
    "x = img[500:1100,100:600]\n",
    "# 获取图像的高度->h, 和宽度->w\n",
    "h,w = x.shape\n",
    "# 生成高h宽w的正太分布随机值数组，并把每一个值都放大20倍 -> 生成噪音数组 noise\n",
    "noise = np.random.randn(h,w)*20\n",
    "# 把原图 + 噪音 生成混合噪音图\n",
    "noise_out = x + noise\n",
    "# 显示出来\n",
    "plt.imshow(noise_out,cmap='gray')\n",
    "plt.show()"
   ]
  }
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